EDA Report

Brought to you by YData

Dataset statistics

Number of variables	17
Number of observations	505354
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	65.5 MiB
Average record size in memory	136.0 B

Variable types

Numeric	16
Categorical	1

Alerts

`Aspect` is highly overall correlated with `Hillshade_3pm`	High correlation
`Avg_Hillshade` is highly overall correlated with `Hillshade_3pm` and 2 other fields	High correlation
`Distance_to_Water` is highly overall correlated with `Horizontal_Distance_To_Hydrology` and 1 other fields	High correlation
`Elevation` is highly overall correlated with `Soil_Type` and 1 other fields	High correlation
`Elevation_x_Slope` is highly overall correlated with `Slope`	High correlation
`Hillshade_3pm` is highly overall correlated with `Aspect` and 3 other fields	High correlation
`Hillshade_9am` is highly overall correlated with `Hillshade_3pm`	High correlation
`Hillshade_Noon` is highly overall correlated with `Avg_Hillshade` and 1 other fields	High correlation
`Horizontal_Distance_To_Fire_Points` is highly overall correlated with `Hydro_Road_Fire_Distance`	High correlation
`Horizontal_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Water` and 1 other fields	High correlation
`Horizontal_Distance_To_Roadways` is highly overall correlated with `Hydro_Road_Fire_Distance`	High correlation
`Hydro_Road_Fire_Distance` is highly overall correlated with `Horizontal_Distance_To_Fire_Points` and 1 other fields	High correlation
`Slope` is highly overall correlated with `Avg_Hillshade` and 1 other fields	High correlation
`Soil_Type` is highly overall correlated with `Elevation`	High correlation
`Vertical_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Water` and 1 other fields	High correlation
`Wilderness_Area` is highly overall correlated with `Elevation`	High correlation
`Horizontal_Distance_To_Hydrology` has 21630 (4.3%) zeros	Zeros
`Vertical_Distance_To_Hydrology` has 34287 (6.8%) zeros	Zeros
`Distance_to_Water` has 21630 (4.3%) zeros	Zeros

Reproduction

Analysis started	2025-06-09 19:35:12.419473
Analysis finished	2025-06-09 19:35:54.435196
Duration	42.02 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Elevation
Real number (ℝ)

High correlation

Distinct	1978
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2951.5881

Minimum	1859
Maximum	3858
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	1859
5-th percentile	2381
Q1	2814
median	2987
Q3	3142
95-th percentile	3322
Maximum	3858
Range	1999
Interquartile range (IQR)	328

Descriptive statistics

Standard deviation	275.48424
Coefficient of variation (CV)	0.093334245
Kurtosis	1.0931128
Mean	2951.5881
Median Absolute Deviation (MAD)	163
Skewness	-0.89179409
Sum	1.4915968 × 10⁹
Variance	75891.569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2968	1625	0.3%
2962	1613	0.3%
2991	1613	0.3%
2972	1609	0.3%
2978	1603	0.3%
2975	1599	0.3%
2988	1554	0.3%
2955	1524	0.3%
2965	1519	0.3%
2952	1514	0.3%
Other values (1968)	489581	96.9%

Value	Count	Frequency (%)
1859	1	< 0.1%
1860	1	< 0.1%
1861	1	< 0.1%
1863	1	< 0.1%
1866	1	< 0.1%
1867	1	< 0.1%
1868	1	< 0.1%
1871	3	< 0.1%
1872	4	< 0.1%
1873	1	< 0.1%

Value	Count	Frequency (%)
3858	2	< 0.1%
3857	1	< 0.1%
3856	1	< 0.1%
3853	1	< 0.1%
3852	1	< 0.1%
3851	2	< 0.1%
3850	1	< 0.1%
3849	4	< 0.1%
3848	1	< 0.1%
3846	6	< 0.1%

Aspect
Real number (ℝ)

High correlation

Distinct	361
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	154.78752

Minimum	0
Maximum	360
Zeros	4536
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	57
median	124
Q3	263
95-th percentile	344
Maximum	360
Range	360
Interquartile range (IQR)	206

Descriptive statistics

Standard deviation	112.6629
Coefficient of variation (CV)	0.72785521
Kurtosis	-1.2289254
Mean	154.78752
Median Absolute Deviation (MAD)	84
Skewness	0.41649173
Sum	78222490
Variance	12692.929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	5854	1.2%
0	4536	0.9%
90	4111	0.8%
135	3443	0.7%
63	3320	0.7%
315	3236	0.6%
18	3077	0.6%
72	3071	0.6%
27	3071	0.6%
34	2521	0.5%
Other values (351)	469114	92.8%

Value	Count	Frequency (%)
0	4536	0.9%
1	1506	0.3%
2	1709	0.3%
3	1718	0.3%
4	2023	0.4%
5	1844	0.4%
6	1981	0.4%
7	1951	0.4%
8	1983	0.4%
9	2229	0.4%

Value	Count	Frequency (%)
360	49	< 0.1%
359	1220	0.2%
358	1566	0.3%
357	1643	0.3%
356	1801	0.4%
355	1725	0.3%
354	1784	0.4%
353	1732	0.3%
352	1782	0.4%
351	1938	0.4%

Slope
Real number (ℝ)

High correlation

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.767395

Minimum	0
Maximum	66
Zeros	621
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	8
median	13
Q3	18
95-th percentile	28
Maximum	66
Range	66
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.4737982
Coefficient of variation (CV)	0.5428622
Kurtosis	0.75038989
Mean	13.767395
Median Absolute Deviation (MAD)	5
Skewness	0.85685891
Sum	6957408
Variance	55.857659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	30511	6.0%
11	30123	6.0%
12	29324	5.8%
9	29017	5.7%
13	28187	5.6%
8	27610	5.5%
14	25932	5.1%
15	24691	4.9%
7	24304	4.8%
6	22768	4.5%
Other values (57)	232887	46.1%

Value	Count	Frequency (%)
0	621	0.1%
1	3485	0.7%
2	7301	1.4%
3	10951	2.2%
4	15310	3.0%
5	19417	3.8%
6	22768	4.5%
7	24304	4.8%
8	27610	5.5%
9	29017	5.7%

Value	Count	Frequency (%)
66	1	< 0.1%
65	2	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
62	2	< 0.1%
61	4	< 0.1%
60	2	< 0.1%
59	3	< 0.1%
58	1	< 0.1%
57	7	< 0.1%

Horizontal_Distance_To_Hydrology
Real number (ℝ)

High correlation Zeros

Distinct	551
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.15709

Minimum	0
Maximum	1397
Zeros	21630
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	30
Q1	108
median	216
Q3	379
95-th percentile	674
Maximum	1397
Range	1397
Interquartile range (IQR)	271

Descriptive statistics

Standard deviation	211.08873
Coefficient of variation (CV)	0.79309826
Kurtosis	1.6070835
Mean	266.15709
Median Absolute Deviation (MAD)	131
Skewness	1.188776
Sum	1.3450355 × 10⁸
Variance	44558.451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	29993	5.9%
0	21630	4.3%
150	18274	3.6%
60	16778	3.3%
67	13454	2.7%
42	12960	2.6%
108	12702	2.5%
85	12156	2.4%
90	9757	1.9%
120	9343	1.8%
Other values (541)	348307	68.9%

Value	Count	Frequency (%)
0	21630	4.3%
30	29993	5.9%
42	12960	2.6%
60	16778	3.3%
67	13454	2.7%
85	12156	2.4%
90	9757	1.9%
95	8120	1.6%
108	12702	2.5%
120	9343	1.8%

Value	Count	Frequency (%)
1397	1	< 0.1%
1390	2	< 0.1%
1383	2	< 0.1%
1382	1	< 0.1%
1376	1	< 0.1%
1371	1	< 0.1%
1370	1	< 0.1%
1369	1	< 0.1%
1368	2	< 0.1%
1361	2	< 0.1%

Vertical_Distance_To_Hydrology
Real number (ℝ)

High correlation Zeros

Distinct	692
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.002424

Minimum	-159
Maximum	601
Zeros	34287
Zeros (%)	6.8%
Negative	45771
Negative (%)	9.1%
Memory size	3.9 MiB

Quantile statistics

Minimum	-159
5-th percentile	-7
Q1	7
median	29
Q3	67
95-th percentile	164
Maximum	601
Range	760
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	57.90111
Coefficient of variation (CV)	1.2586535
Kurtosis	5.8017203
Mean	46.002424
Median Absolute Deviation (MAD)	26
Skewness	1.8979445
Sum	23247509
Variance	3352.5386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34287	6.8%
3	8388	1.7%
10	8084	1.6%
7	7807	1.5%
13	7707	1.5%
6	7694	1.5%
4	7529	1.5%
5	6717	1.3%
16	6715	1.3%
23	6539	1.3%
Other values (682)	403887	79.9%

Value	Count	Frequency (%)
-159	2	< 0.1%
-158	1	< 0.1%
-156	1	< 0.1%
-154	1	< 0.1%
-153	2	< 0.1%
-152	2	< 0.1%
-151	1	< 0.1%
-150	1	< 0.1%
-149	1	< 0.1%
-147	1	< 0.1%

Value	Count	Frequency (%)
601	1	< 0.1%
599	1	< 0.1%
598	2	< 0.1%
597	3	< 0.1%
595	2	< 0.1%
592	1	< 0.1%
591	1	< 0.1%
590	2	< 0.1%
589	3	< 0.1%
588	3	< 0.1%

Horizontal_Distance_To_Roadways
Real number (ℝ)

High correlation

Distinct	5785
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2431.98

Minimum	0
Maximum	7117
Zeros	96
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	391
Q1	1140
median	2078
Q3	3475
95-th percentile	5571
Maximum	7117
Range	7117
Interquartile range (IQR)	2335

Descriptive statistics

Standard deviation	1600.4154
Coefficient of variation (CV)	0.65807093
Kurtosis	-0.53780115
Mean	2431.98
Median Absolute Deviation (MAD)	1085
Skewness	0.65607631
Sum	1.2290108 × 10⁹
Variance	2561329.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	1078	0.2%
618	882	0.2%
900	821	0.2%
1020	805	0.2%
990	777	0.2%
960	764	0.2%
390	763	0.2%
1140	736	0.1%
1050	726	0.1%
750	725	0.1%
Other values (5775)	497277	98.4%

Value	Count	Frequency (%)
0	96	< 0.1%
30	267	0.1%
42	153	< 0.1%
60	280	0.1%
67	249	< 0.1%
85	293	0.1%
90	331	0.1%
95	317	0.1%
108	537	0.1%
120	559	0.1%

Value	Count	Frequency (%)
7117	1	< 0.1%
7116	1	< 0.1%
7112	1	< 0.1%
7097	1	< 0.1%
7092	1	< 0.1%
7087	2	< 0.1%
7082	1	< 0.1%
7079	1	< 0.1%
7078	2	< 0.1%
7069	1	< 0.1%

Hillshade_9am
Real number (ℝ)

High correlation

Distinct	207
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	212.28271

Minimum	0
Maximum	254
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	160
Q1	199
median	218
Q3	231
95-th percentile	245
Maximum	254
Range	254
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	26.629387
Coefficient of variation (CV)	0.12544303
Kurtosis	2.1182007
Mean	212.28271
Median Absolute Deviation (MAD)	15
Skewness	-1.2439666
Sum	1.0727792 × 10⁸
Variance	709.12424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
226	10413	2.1%
228	10242	2.0%
224	10051	2.0%
230	10049	2.0%
223	9782	1.9%
222	9720	1.9%
233	9416	1.9%
227	9382	1.9%
225	9243	1.8%
221	9239	1.8%
Other values (197)	407817	80.7%

Value	Count	Frequency (%)
0	13	< 0.1%
36	1	< 0.1%
46	2	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
53	1	< 0.1%
54	3	< 0.1%
55	1	< 0.1%
56	5	< 0.1%
57	2	< 0.1%

Value	Count	Frequency (%)
254	1641	0.3%
253	1822	0.4%
252	2123	0.4%
251	2409	0.5%
250	2766	0.5%
249	3116	0.6%
248	3249	0.6%
247	3691	0.7%
246	4069	0.8%
245	4560	0.9%

Hillshade_Noon
Real number (ℝ)

High correlation

Distinct	185
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	223.2563

Minimum	0
Maximum	254
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	187
Q1	213
median	226
Q3	237
95-th percentile	250
Maximum	254
Range	254
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	19.58077
Coefficient of variation (CV)	0.087705341
Kurtosis	2.4443385
Mean	223.2563
Median Absolute Deviation (MAD)	12
Skewness	-1.1404263
Sum	1.1282347 × 10⁸
Variance	383.40657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
231	12314	2.4%
228	12230	2.4%
233	12063	2.4%
230	11975	2.4%
229	11849	2.3%
234	11805	2.3%
227	11601	2.3%
226	11594	2.3%
223	11564	2.3%
225	11495	2.3%
Other values (175)	386864	76.6%

Value	Count	Frequency (%)
0	5	< 0.1%
30	1	< 0.1%
40	1	< 0.1%
42	1	< 0.1%
45	1	< 0.1%
53	2	< 0.1%
63	1	< 0.1%
64	1	< 0.1%
68	1	< 0.1%
71	1	< 0.1%

Value	Count	Frequency (%)
254	3981	0.8%
253	4664	0.9%
252	5492	1.1%
251	5864	1.2%
250	6488	1.3%
249	6356	1.3%
248	6907	1.4%
247	7617	1.5%
246	7453	1.5%
245	7352	1.5%

Hillshade_3pm
Real number (ℝ)

High correlation

Distinct	255
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	142.57913

Minimum	0
Maximum	254
Zeros	1266
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	79
Q1	120
median	143
Q3	168
95-th percentile	203
Maximum	254
Range	254
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	37.78155
Coefficient of variation (CV)	0.26498653
Kurtosis	0.54411121
Mean	142.57913
Median Absolute Deviation (MAD)	24
Skewness	-0.29140078
Sum	72052935
Variance	1427.4455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	6582	1.3%
145	6474	1.3%
138	6384	1.3%
146	6243	1.2%
142	6189	1.2%
136	6166	1.2%
139	6153	1.2%
149	6078	1.2%
135	6035	1.2%
150	6026	1.2%
Other values (245)	443024	87.7%

Value	Count	Frequency (%)
0	1266	0.3%
1	14	< 0.1%
2	15	< 0.1%
3	15	< 0.1%
4	18	< 0.1%
5	18	< 0.1%
6	24	< 0.1%
7	28	< 0.1%
8	20	< 0.1%
9	31	< 0.1%

Value	Count	Frequency (%)
254	4	< 0.1%
253	8	< 0.1%
252	16	< 0.1%
251	10	< 0.1%
250	15	< 0.1%
249	35	< 0.1%
248	41	< 0.1%
247	54	< 0.1%
246	68	< 0.1%
245	78	< 0.1%

Horizontal_Distance_To_Fire_Points
Real number (ℝ)

High correlation

Distinct	5827
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2010.1361

Minimum	0
Maximum	7173
Zeros	45
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	408
Q1	1024
median	1725
Q3	2592
95-th percentile	5089
Maximum	7173
Range	7173
Interquartile range (IQR)	1568

Descriptive statistics

Standard deviation	1357.8179
Coefficient of variation (CV)	0.67548557
Kurtosis	1.5080032
Mean	2010.1361
Median Absolute Deviation (MAD)	771
Skewness	1.266097
Sum	1.0158303 × 10⁹
Variance	1843669.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
618	1244	0.2%
541	981	0.2%
607	930	0.2%
942	856	0.2%
997	844	0.2%
700	833	0.2%
726	798	0.2%
752	782	0.2%
900	774	0.2%
960	768	0.2%
Other values (5817)	496544	98.3%

Value	Count	Frequency (%)
0	45	< 0.1%
30	184	< 0.1%
42	183	< 0.1%
60	182	< 0.1%
67	370	0.1%
85	183	< 0.1%
90	182	< 0.1%
95	366	0.1%
108	369	0.1%
120	180	< 0.1%

Value	Count	Frequency (%)
7173	1	< 0.1%
7172	1	< 0.1%
7168	1	< 0.1%
7150	1	< 0.1%
7145	1	< 0.1%
7142	1	< 0.1%
7141	2	< 0.1%
7140	1	< 0.1%
7131	1	< 0.1%
7126	1	< 0.1%

Cover_Type
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0589349

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3893957
Coefficient of variation (CV)	0.67481283
Kurtosis	4.9724135
Mean	2.0589349
Median Absolute Deviation (MAD)	0
Skewness	2.2809236
Sum	1040491
Variance	1.9304204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	254165	50.3%
1	178709	35.4%
3	28058	5.6%
7	17532	3.5%
6	14851	2.9%
5	9292	1.8%
4	2747	0.5%

Value	Count	Frequency (%)
1	178709	35.4%
2	254165	50.3%
3	28058	5.6%
4	2747	0.5%
5	9292	1.8%
6	14851	2.9%
7	17532	3.5%

Value	Count	Frequency (%)
7	17532	3.5%
6	14851	2.9%
5	9292	1.8%
4	2747	0.5%
3	28058	5.6%
2	254165	50.3%
1	178709	35.4%

Distance_to_Water
Real number (ℝ)

High correlation Zeros

Distinct	48761
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	272.713

Minimum	0
Maximum	1418.9168
Zeros	21630
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	30
Q1	108.16654
median	225.85836
Q3	390.10383
95-th percentile	689.3271
Maximum	1418.9168
Range	1418.9168
Interquartile range (IQR)	281.93729

Descriptive statistics

Standard deviation	215.62566
Coefficient of variation (CV)	0.7906688
Kurtosis	1.604842
Mean	272.713
Median Absolute Deviation (MAD)	135.58655
Skewness	1.1832935
Sum	1.3781661 × 10⁸
Variance	46494.427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21630	4.3%
30	4151	0.8%
30.14962686	3374	0.7%
30.01666204	3338	0.7%
30.06659276	3333	0.7%
30.2654919	2748	0.5%
30.41381265	2308	0.5%
30.59411708	2177	0.4%
30.8058436	1810	0.4%
31.04834939	1299	0.3%
Other values (48751)	459186	90.9%

Value	Count	Frequency (%)
0	21630	4.3%
30	4151	0.8%
30.01666204	3338	0.7%
30.06659276	3333	0.7%
30.14962686	3374	0.7%
30.2654919	2748	0.5%
30.41381265	2308	0.5%
30.59411708	2177	0.4%
30.8058436	1810	0.4%
31.04834939	1299	0.3%

Value	Count	Frequency (%)
1418.91684	1	< 0.1%
1413.295794	1	< 0.1%
1411.059531	1	< 0.1%
1407.459058	1	< 0.1%
1397.781456	1	< 0.1%
1395.054838	1	< 0.1%
1394.460469	1	< 0.1%
1390.893598	1	< 0.1%
1389.705724	1	< 0.1%
1384.234084	1	< 0.1%

Avg_Hillshade
Real number (ℝ)

High correlation

Distinct	384
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192.70605

Minimum	31.666667
Maximum	213.66667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	31.666667
5-th percentile	165.33333
Q1	185.66667
median	195.33333
Q3	202.66667
95-th percentile	211
Maximum	213.66667
Range	182
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	14.393874
Coefficient of variation (CV)	0.074693421
Kurtosis	3.0701699
Mean	192.70605
Median Absolute Deviation (MAD)	8.3333333
Skewness	-1.3616708
Sum	97384772
Variance	207.18361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199.3333333	6583	1.3%
198	6186	1.2%
198.6666667	6168	1.2%
201.3333333	5970	1.2%
196.3333333	5963	1.2%
200	5952	1.2%
195.6666667	5878	1.2%
195.3333333	5798	1.1%
196.6666667	5781	1.1%
200.6666667	5696	1.1%
Other values (374)	445379	88.1%

Value	Count	Frequency (%)
31.66666667	1	< 0.1%
34.33333333	1	< 0.1%
55.33333333	1	< 0.1%
59.66666667	1	< 0.1%
61.66666667	2	< 0.1%
63.66666667	1	< 0.1%
64.33333333	1	< 0.1%
70	1	< 0.1%
73.33333333	1	< 0.1%
76	1	< 0.1%

Value	Count	Frequency (%)
213.6666667	247	< 0.1%
213.3333333	1927	0.4%
213	2939	0.6%
212.6666667	3181	0.6%
212.3333333	3415	0.7%
212	3115	0.6%
211.6666667	3447	0.7%
211.3333333	3739	0.7%
211	3372	0.7%
210.6666667	4121	0.8%

Hydro_Road_Fire_Distance
Real number (ℝ)

High correlation

Distinct	12679
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4708.2733

Minimum	108
Maximum	13141
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	108
5-th percentile	1448
Q1	2800
median	4270
Q3	6223
95-th percentile	9595
Maximum	13141
Range	13033
Interquartile range (IQR)	3423

Descriptive statistics

Standard deviation	2478.0415
Coefficient of variation (CV)	0.52631642
Kurtosis	-0.029145393
Mean	4708.2733
Median Absolute Deviation (MAD)	1624
Skewness	0.7353494
Sum	2.3793447 × 10⁹
Variance	6140689.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2950	134	< 0.1%
3001	125	< 0.1%
2956	123	< 0.1%
2914	122	< 0.1%
5340	121	< 0.1%
3118	118	< 0.1%
3020	117	< 0.1%
3547	116	< 0.1%
3194	116	< 0.1%
2149	116	< 0.1%
Other values (12669)	504146	99.8%

Value	Count	Frequency (%)
108	1	< 0.1%
115	1	< 0.1%
125	1	< 0.1%
150	2	< 0.1%
152	1	< 0.1%
157	1	< 0.1%
162	1	< 0.1%
164	1	< 0.1%
166	2	< 0.1%
180	1	< 0.1%

Value	Count	Frequency (%)
13141	1	< 0.1%
13134	1	< 0.1%
13127	1	< 0.1%
13124	1	< 0.1%
13121	1	< 0.1%
13114	1	< 0.1%
13113	1	< 0.1%
13111	1	< 0.1%
13110	2	< 0.1%
13109	2	< 0.1%

Elevation_x_Slope
Real number (ℝ)

High correlation

Distinct	37825
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40100.483

Minimum	0
Maximum	204880
Zeros	621
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	11242.6
Q1	24696
median	37308
Q3	52513
95-th percentile	78532
Maximum	204880
Range	204880
Interquartile range (IQR)	27817

Descriptive statistics

Standard deviation	20984.36
Coefficient of variation (CV)	0.52329443
Kurtosis	0.91042054
Mean	40100.483
Median Absolute Deviation (MAD)	13658
Skewness	0.80115176
Sum	2.026494 × 10¹⁰
Variance	4.4034335 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	621	0.1%
38376	163	< 0.1%
35508	159	< 0.1%
39312	157	< 0.1%
29520	154	< 0.1%
29780	146	< 0.1%
38844	146	< 0.1%
26748	143	< 0.1%
29590	143	< 0.1%
48960	142	< 0.1%
Other values (37815)	503380	99.6%

Value	Count	Frequency (%)
0	621	0.1%
1929	1	< 0.1%
1940	1	< 0.1%
2012	1	< 0.1%
2088	2	< 0.1%
2100	1	< 0.1%
2103	1	< 0.1%
2121	1	< 0.1%
2122	1	< 0.1%
2129	1	< 0.1%

Value	Count	Frequency (%)
204880	1	< 0.1%
203808	1	< 0.1%
201110	1	< 0.1%
195796	1	< 0.1%
193579	1	< 0.1%
189297	1	< 0.1%
185673	1	< 0.1%
184912	1	< 0.1%
179312	1	< 0.1%
177320	1	< 0.1%

Soil_Type
Real number (ℝ)

High correlation

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.67163

Minimum	0
Maximum	39
Zeros	3031
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	20
median	28
Q3	30
95-th percentile	37
Maximum	39
Range	39
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.1508803
Coefficient of variation (CV)	0.38657584
Kurtosis	-0.28933434
Mean	23.67163
Median Absolute Deviation (MAD)	4
Skewness	-0.76966211
Sum	11962553
Variance	83.738611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
28	115174	22.8%
22	48686	9.6%
31	46440	9.2%
32	33897	6.7%
29	30170	6.0%
11	29971	5.9%
9	26929	5.3%
21	25682	5.1%
30	24253	4.8%
23	16959	3.4%
Other values (30)	107193	21.2%

Value	Count	Frequency (%)
0	3031	0.6%
1	4918	1.0%
2	2531	0.5%
3	7619	1.5%
4	1597	0.3%
5	6575	1.3%
6	105	< 0.1%
7	179	< 0.1%
8	1147	0.2%
9	26929	5.3%

Value	Count	Frequency (%)
39	6834	1.4%
38	10406	2.1%
37	13519	2.7%
36	298	0.1%
35	119	< 0.1%
34	1391	0.3%
33	706	0.1%
32	33897	6.7%
31	46440	9.2%
30	24253	4.8%

Wilderness_Area
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

0.0	260796
2.0	199161
3.0	36968
1.0	8429

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1516062
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	260796	51.6%
2.0	199161	39.4%
3.0	36968	7.3%
1.0	8429	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	260796	51.6%
2.0	199161	39.4%
3.0	36968	7.3%
1.0	8429	1.7%

Most occurring characters

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

	Aspect	Avg_Hillshade	Cover_Type	Distance_to_Water	Elevation	Elevation_x_Slope	Hillshade_3pm	Hillshade_9am	Hillshade_Noon	Horizontal_Distance_To_Fire_Points	Horizontal_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hydro_Road_Fire_Distance	Slope	Soil_Type	Vertical_Distance_To_Hydrology	Wilderness_Area
Aspect	1.000	0.436	0.040	0.003	0.032	0.070	0.632	-0.415	0.414	-0.110	-0.003	0.019	-0.047	0.068	0.014	0.072	0.162
Avg_Hillshade	0.436	1.000	-0.078	0.025	0.193	-0.499	0.655	-0.194	0.986	0.018	0.036	0.219	0.158	-0.523	0.022	-0.109	0.138
Cover_Type	0.040	-0.078	1.000	0.002	-0.493	0.084	-0.028	-0.009	-0.063	-0.121	-0.007	-0.226	-0.223	0.167	-0.224	0.121	0.482
Distance_to_Water	0.003	0.025	0.002	1.000	0.251	0.079	0.036	-0.047	0.022	0.065	0.999	0.062	0.143	0.035	0.192	0.647	0.106
Elevation	0.032	0.193	-0.493	0.251	1.000	-0.023	0.073	0.026	0.186	0.129	0.261	0.417	0.368	-0.175	0.536	0.060	0.543
Elevation_x_Slope	0.070	-0.499	0.084	0.079	-0.023	1.000	-0.181	-0.119	-0.443	-0.132	0.057	-0.155	-0.178	0.984	0.128	0.331	0.132
Hillshade_3pm	0.632	0.655	-0.028	0.036	0.073	-0.181	1.000	-0.819	0.566	-0.083	0.035	0.105	0.030	-0.187	-0.003	0.036	0.162
Hillshade_9am	-0.415	-0.194	-0.009	-0.047	0.026	-0.119	-0.819	1.000	-0.086	0.126	-0.039	0.007	0.067	-0.125	0.009	-0.132	0.196
Hillshade_Noon	0.414	0.986	-0.063	0.022	0.186	-0.443	0.566	-0.086	1.000	0.020	0.032	0.209	0.152	-0.468	0.020	-0.099	0.143
Horizontal_Distance_To_Fire_Points	-0.110	0.018	-0.121	0.065	0.129	-0.132	-0.083	0.126	0.020	1.000	0.074	0.371	0.735	-0.169	0.072	-0.039	0.290
Horizontal_Distance_To_Hydrology	-0.003	0.036	-0.007	0.999	0.261	0.057	0.035	-0.039	0.032	0.074	1.000	0.072	0.154	0.013	0.196	0.624	0.106
Horizontal_Distance_To_Roadways	0.019	0.219	-0.226	0.062	0.417	-0.155	0.105	0.007	0.209	0.371	0.072	1.000	0.880	-0.228	0.191	-0.032	0.363
Hydro_Road_Fire_Distance	-0.047	0.158	-0.223	0.143	0.368	-0.178	0.030	0.067	0.152	0.735	0.154	0.880	1.000	-0.247	0.175	0.002	0.424
Slope	0.068	-0.523	0.167	0.035	-0.175	0.984	-0.187	-0.125	-0.468	-0.169	0.013	-0.228	-0.247	1.000	0.030	0.316	0.206
Soil_Type	0.014	0.022	-0.224	0.192	0.536	0.128	-0.003	0.009	0.020	0.072	0.196	0.191	0.175	0.030	1.000	0.118	0.459
Vertical_Distance_To_Hydrology	0.072	-0.109	0.121	0.647	0.060	0.331	0.036	-0.132	-0.099	-0.039	0.624	-0.032	0.002	0.316	0.118	1.000	0.129
Wilderness_Area	0.162	0.138	0.482	0.106	0.543	0.132	0.162	0.196	0.143	0.290	0.106	0.363	0.424	0.206	0.459	0.129	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Elevation	Aspect	Slope	Horizontal_Distance_To_Hydrology	Vertical_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hillshade_9am	Hillshade_Noon	Hillshade_3pm	Horizontal_Distance_To_Fire_Points	Cover_Type	Distance_to_Water	Avg_Hillshade	Hydro_Road_Fire_Distance	Elevation_x_Slope	Soil_Type
0	2596.0	51.0	3.0	258.0	0.0	510.0	221.0	232.0	148.0	6279.0	5	258.000	200.333	7047.0	7788.0	28.0
1	2590.0	56.0	2.0	212.0	-6.0	390.0	220.0	235.0	151.0	6225.0	5	212.085	202.000	6827.0	5180.0	28.0
2	2804.0	139.0	9.0	268.0	65.0	3180.0	234.0	238.0	135.0	6121.0	2	275.770	202.333	9569.0	25236.0	11.0
3	2785.0	155.0	18.0	242.0	118.0	3090.0	238.0	238.0	122.0	6211.0	2	269.236	199.333	9543.0	50130.0	29.0
4	2595.0	45.0	2.0	153.0	-1.0	391.0	220.0	234.0	150.0	6172.0	5	153.003	201.333	6716.0	5190.0	28.0
5	2579.0	132.0	6.0	300.0	-15.0	67.0	230.0	237.0	140.0	6031.0	2	300.375	202.333	6398.0	15474.0	28.0
6	2606.0	45.0	7.0	270.0	5.0	633.0	222.0	225.0	138.0	6256.0	5	270.046	195.000	7159.0	18242.0	28.0
7	2605.0	49.0	4.0	234.0	7.0	573.0	222.0	230.0	144.0	6228.0	5	234.105	198.667	7035.0	10420.0	28.0
8	2617.0	45.0	9.0	240.0	56.0	666.0	223.0	221.0	133.0	6244.0	5	246.447	192.333	7150.0	23553.0	28.0
9	2612.0	59.0	10.0	247.0	11.0	636.0	228.0	219.0	124.0	6230.0	5	247.245	190.333	7113.0	26120.0	28.0

	Elevation	Aspect	Slope	Horizontal_Distance_To_Hydrology	Vertical_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hillshade_9am	Hillshade_Noon	Hillshade_3pm	Horizontal_Distance_To_Fire_Points	Cover_Type	Distance_to_Water	Avg_Hillshade	Hydro_Road_Fire_Distance	Elevation_x_Slope	Soil_Type	Wilderness_Area
505344	3190.0	56.0	12.0	190.0	14.0	1597.0	228.0	214.0	117.0	1584.0	1	190.515	186.333	3371.0	38280.0	30.0	2.0
505345	3183.0	60.0	16.0	162.0	7.0	1595.0	231.0	205.0	102.0	1608.0	1	162.151	179.333	3365.0	50928.0	30.0	2.0
505346	3175.0	53.0	17.0	134.0	20.0	1593.0	227.0	203.0	104.0	1632.0	1	135.484	178.000	3359.0	53975.0	30.0	2.0
505347	3169.0	44.0	15.0	108.0	14.0	1591.0	222.0	205.0	114.0	1657.0	1	108.904	180.333	3356.0	47535.0	30.0	2.0
505348	3164.0	48.0	14.0	85.0	9.0	1590.0	224.0	209.0	116.0	1681.0	1	85.475	183.000	3356.0	44296.0	30.0	2.0
505349	3158.0	61.0	13.0	60.0	13.0	1590.0	230.0	211.0	111.0	1706.0	1	61.392	184.000	3356.0	41054.0	30.0	2.0
505350	3151.0	68.0	13.0	30.0	6.0	1590.0	233.0	214.0	111.0	1731.0	1	30.594	186.000	3351.0	40963.0	30.0	2.0
505351	3145.0	56.0	13.0	0.0	0.0	1591.0	228.0	213.0	116.0	1756.0	1	0.000	185.667	3347.0	40885.0	23.0	2.0
505352	3140.0	41.0	16.0	0.0	0.0	1593.0	221.0	204.0	114.0	1781.0	1	0.000	179.667	3374.0	50240.0	23.0	2.0
505353	3134.0	29.0	17.0	30.0	1.0	1595.0	211.0	200.0	120.0	1806.0	1	30.017	177.000	3431.0	53278.0	23.0	2.0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample